eb_unified_with_teff_predictions - Data Profiling Report

Dataset statistics

Number of variables	12
Number of observations	2184477
Missing cells	14034921
Missing cells (%)	53.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	200.0 MiB
Average record size in memory	96.0 B

Variable types

Numeric	12

Alerts

`teff_best` is highly overall correlated with `teff_clustering` and 3 other fields	High correlation
`teff_best_uncertainty` is highly overall correlated with `teff_clustering_uncertainty` and 3 other fields	High correlation
`teff_clustering` is highly overall correlated with `teff_best` and 5 other fields	High correlation
`teff_clustering_uncertainty` is highly overall correlated with `teff_best_uncertainty` and 6 other fields	High correlation
`teff_flag1` is highly overall correlated with `teff_best` and 3 other fields	High correlation
`teff_flag1_uncertainty` is highly overall correlated with `teff_best_uncertainty` and 3 other fields	High correlation
`teff_log` is highly overall correlated with `teff_best` and 5 other fields	High correlation
`teff_log_uncertainty` is highly overall correlated with `teff_best_uncertainty` and 6 other fields	High correlation
`teff_propagated` is highly overall correlated with `teff_best` and 5 other fields	High correlation
`teff_propagated_uncertainty` is highly overall correlated with `teff_best_uncertainty` and 3 other fields	High correlation
`teff_gaia_original` has 908311 (41.6%) missing values	Missing
`teff_clustering` has 1336991 (61.2%) missing values	Missing
`teff_clustering_uncertainty` has 1336991 (61.2%) missing values	Missing
`teff_log` has 1336991 (61.2%) missing values	Missing
`teff_log_uncertainty` has 1336991 (61.2%) missing values	Missing
`teff_flag1` has 1336991 (61.2%) missing values	Missing
`teff_flag1_uncertainty` has 1336991 (61.2%) missing values	Missing
`teff_propagated` has 1276166 (58.4%) missing values	Missing
`teff_propagated_uncertainty` has 1276166 (58.4%) missing values	Missing
`teff_best` has 1276166 (58.4%) missing values	Missing
`teff_best_uncertainty` has 1276166 (58.4%) missing values	Missing
`source_id` has unique values	Unique

Reproduction

Analysis started	2026-02-05 09:06:10.530530
Analysis finished	2026-02-05 09:07:23.892730
Duration	1 minute and 13.36 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

source_id
Real number (ℝ)

Unique

Distinct	2184477
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2356625 × 10¹⁸

Minimum	4.6626165 × 10¹³
Maximum	6.9175279 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	4.6626165 × 10¹³
5-th percentile	5.2149589 × 10¹⁷
Q1	3.3701302 × 10¹⁸
median	4.2530925 × 10¹⁸
Q3	5.8338197 × 10¹⁸
95-th percentile	6.0706943 × 10¹⁸
Maximum	6.9175279 × 10¹⁸
Range	6.9174813 × 10¹⁸
Interquartile range (IQR)	2.4636895 × 10¹⁸

Descriptive statistics

Standard deviation	1.6746523 × 10¹⁸
Coefficient of variation (CV)	0.39536962
Kurtosis	-0.30613078
Mean	4.2356625 × 10¹⁸
Median Absolute Deviation (MAD)	1.3457523 × 10¹⁸
Skewness	-0.72449709
Sum	4.9276407 × 10¹⁸
Variance	2.8044602 × 10³⁶
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.662616499 × 10¹³	1	< 0.1%
1.044879647 × 10¹⁴	1	< 0.1%
1.385771206 × 10¹⁴	1	< 0.1%
1.602194603 × 10¹⁴	1	< 0.1%
2.035513857 × 10¹⁴	1	< 0.1%
2.78760558 × 10¹⁴	1	< 0.1%
5.447435877 × 10¹⁴	1	< 0.1%
6.085152622 × 10¹⁴	1	< 0.1%
7.326569969 × 10¹⁴	1	< 0.1%
1.007152651 × 10¹⁵	1	< 0.1%
Other values (2184467)	2184467	> 99.9%

Value	Count	Frequency (%)
4.662616499 × 10¹³	1	< 0.1%
1.044879647 × 10¹⁴	1	< 0.1%
1.385771206 × 10¹⁴	1	< 0.1%
1.602194603 × 10¹⁴	1	< 0.1%
2.035513857 × 10¹⁴	1	< 0.1%
2.78760558 × 10¹⁴	1	< 0.1%
5.447435877 × 10¹⁴	1	< 0.1%
6.085152622 × 10¹⁴	1	< 0.1%
7.326569969 × 10¹⁴	1	< 0.1%
1.007152651 × 10¹⁵	1	< 0.1%

Value	Count	Frequency (%)
6.917527894 × 10¹⁸	1	< 0.1%
6.917527795 × 10¹⁸	1	< 0.1%
6.917522774 × 10¹⁸	1	< 0.1%
6.917501093 × 10¹⁸	1	< 0.1%
6.917470723 × 10¹⁸	1	< 0.1%
6.917469517 × 10¹⁸	1	< 0.1%
6.917461927 × 10¹⁸	1	< 0.1%
6.917373 × 10¹⁸	1	< 0.1%
6.917371596 × 10¹⁸	1	< 0.1%
6.917365853 × 10¹⁸	1	< 0.1%

teff_gaia_original
Real number (ℝ)

Missing

Distinct	807893
Distinct (%)	63.3%
Missing	908311
Missing (%)	41.6%
Infinite	0
Infinite (%)	0.0%
Mean	5437.6803

Minimum	2737.3044
Maximum	38455.719
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	2737.3044
5-th percentile	3789.1101
Q1	4442.339
median	4997.2759
Q3	5820.6517
95-th percentile	8716.1455
Maximum	38455.719
Range	35718.414
Interquartile range (IQR)	1378.3127

Descriptive statistics

Standard deviation	1709.5852
Coefficient of variation (CV)	0.31439605
Kurtosis	20.387449
Mean	5437.6803
Median Absolute Deviation (MAD)	652.68433
Skewness	3.2784708
Sum	6.9393827 × 10⁹
Variance	2922681.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4786.052246	16	< 0.1%
4789.994629	15	< 0.1%
4783.682617	14	< 0.1%
4780.547852	14	< 0.1%
4779.015625	14	< 0.1%
4786.288574	13	< 0.1%
4784.428711	13	< 0.1%
4776.565918	13	< 0.1%
4784.255371	13	< 0.1%
4785.88916	13	< 0.1%
Other values (807883)	1276028	58.4%
(Missing)	908311	41.6%

Value	Count	Frequency (%)
2737.304443	1	< 0.1%
2832.733154	1	< 0.1%
2888.163818	1	< 0.1%
2926.918457	1	< 0.1%
2934.593018	1	< 0.1%
2970.130127	1	< 0.1%
2972.390869	1	< 0.1%
2993.90332	1	< 0.1%
3000.018799	1	< 0.1%
3000.880371	1	< 0.1%

Value	Count	Frequency (%)
38455.71875	1	< 0.1%
37508.28516	1	< 0.1%
37043.76172	1	< 0.1%
36013.83984	1	< 0.1%
35833.94141	1	< 0.1%
35676.44141	1	< 0.1%
35524.58594	1	< 0.1%
35505.75	1	< 0.1%
35458.30078	1	< 0.1%
35023.66406	1	< 0.1%

teff_clustering
Real number (ℝ)

High correlation Missing

Distinct	845110
Distinct (%)	99.7%
Missing	1336991
Missing (%)	61.2%
Infinite	0
Infinite (%)	0.0%
Mean	4518.6889

Minimum	3622.3676
Maximum	31596.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	3622.3676
5-th percentile	3681.9232
Q1	3844.3742
median	4171.0048
Q3	4778.5234
95-th percentile	6540.3306
Maximum	31596.42
Range	27974.052
Interquartile range (IQR)	934.14911

Descriptive statistics

Standard deviation	1029.731
Coefficient of variation (CV)	0.2278827
Kurtosis	25.542266
Mean	4518.6889
Median Absolute Deviation (MAD)	396.3862
Skewness	3.1525855
Sum	3.8295256 × 10⁹
Variance	1060346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3667.795262	8	< 0.1%
3673.821585	5	< 0.1%
3666.195866	5	< 0.1%
3682.458978	5	< 0.1%
3708.499198	4	< 0.1%
3766.913079	4	< 0.1%
3680.089824	4	< 0.1%
3660.039537	4	< 0.1%
3674.162668	4	< 0.1%
3664.289119	4	< 0.1%
Other values (845100)	847439	38.8%
(Missing)	1336991	61.2%

Value	Count	Frequency (%)
3622.367551	1	< 0.1%
3624.221158	1	< 0.1%
3624.902012	1	< 0.1%
3626.600008	1	< 0.1%
3629.253594	1	< 0.1%
3630.018875	1	< 0.1%
3631.821911	1	< 0.1%
3632.836606	1	< 0.1%
3632.896599	1	< 0.1%
3633.397476	1	< 0.1%

Value	Count	Frequency (%)
31596.42005	1	< 0.1%
31417.42052	1	< 0.1%
31093.73677	1	< 0.1%
31044.42578	1	< 0.1%
30967.81815	1	< 0.1%
30901.07809	1	< 0.1%
30099.16947	1	< 0.1%
29764.98732	1	< 0.1%
29666.64684	1	< 0.1%
29471.96222	1	< 0.1%

teff_clustering_uncertainty
Real number (ℝ)

High correlation Missing

Distinct	845110
Distinct (%)	99.7%
Missing	1336991
Missing (%)	61.2%
Infinite	0
Infinite (%)	0.0%
Mean	310.23185

Minimum	13.03874
Maximum	7899.7039
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	13.03874
5-th percentile	60.484938
Q1	127.09057
median	202.40792
Q3	341.13558
95-th percentile	1125.1463
Maximum	7899.7039
Range	7886.6651
Interquartile range (IQR)	214.045

Descriptive statistics

Standard deviation	334.99294
Coefficient of variation (CV)	1.0798148
Kurtosis	19.069867
Mean	310.23185
Median Absolute Deviation (MAD)	94.310729
Skewness	3.3333186
Sum	2.6291715 × 10⁸
Variance	112220.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101.4677643	8	< 0.1%
108.5499841	5	< 0.1%
107.4705642	5	< 0.1%
108.6232212	5	< 0.1%
154.6958462	4	< 0.1%
179.0394221	4	< 0.1%
107.0579482	4	< 0.1%
60.98963077	4	< 0.1%
110.9319563	4	< 0.1%
61.59539785	4	< 0.1%
Other values (845100)	847439	38.8%
(Missing)	1336991	61.2%

Value	Count	Frequency (%)
13.03873983	1	< 0.1%
13.50742597	1	< 0.1%
13.87484321	1	< 0.1%
14.37227226	1	< 0.1%
14.8997843	1	< 0.1%
15.27795595	1	< 0.1%
15.36698096	1	< 0.1%
15.40624922	1	< 0.1%
16.07229607	1	< 0.1%
16.10939095	1	< 0.1%

Value	Count	Frequency (%)
7899.703861	1	< 0.1%
7843.553531	1	< 0.1%
7801.583734	1	< 0.1%
7586.583877	1	< 0.1%
7300.066763	1	< 0.1%
7005.760668	1	< 0.1%
6993.930448	1	< 0.1%
6890.901713	1	< 0.1%
6850.912173	1	< 0.1%
6733.906445	1	< 0.1%

teff_log
Real number (ℝ)

High correlation Missing

Distinct	835757
Distinct (%)	98.6%
Missing	1336991
Missing (%)	61.2%
Infinite	0
Infinite (%)	0.0%
Mean	4493.8706

Minimum	3604.8447
Maximum	31125.298
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	3604.8447
5-th percentile	3678.2321
Q1	3814.5385
median	4169.9155
Q3	4762.8599
95-th percentile	6424.6937
Maximum	31125.298
Range	27520.453
Interquartile range (IQR)	948.32148

Descriptive statistics

Standard deviation	1018.896
Coefficient of variation (CV)	0.22673017
Kurtosis	26.231208
Mean	4493.8706
Median Absolute Deviation (MAD)	410.87108
Skewness	3.2280716
Sum	3.8084924 × 10⁹
Variance	1038149.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3675.863849	30	< 0.1%
3669.003279	16	< 0.1%
3676.016002	16	< 0.1%
3679.873064	14	< 0.1%
3674.340458	13	< 0.1%
3667.57249	12	< 0.1%
3678.554123	12	< 0.1%
3685.182141	12	< 0.1%
3674.267095	12	< 0.1%
3678.50389	11	< 0.1%
Other values (835747)	847338	38.8%
(Missing)	1336991	61.2%

Value	Count	Frequency (%)
3604.844686	1	< 0.1%
3606.295668	1	< 0.1%
3607.243332	1	< 0.1%
3607.889972	1	< 0.1%
3608.474293	1	< 0.1%
3608.874858	1	< 0.1%
3609.999906	1	< 0.1%
3610.01635	1	< 0.1%
3610.030728	1	< 0.1%
3610.145799	1	< 0.1%

Value	Count	Frequency (%)
31125.29766	1	< 0.1%
31120.19151	1	< 0.1%
30968.59377	1	< 0.1%
30271.14791	1	< 0.1%
30152.17514	1	< 0.1%
29838.71294	1	< 0.1%
29320.70017	1	< 0.1%
29277.19427	1	< 0.1%
29169.42196	1	< 0.1%
28550.77135	1	< 0.1%

teff_log_uncertainty
Real number (ℝ)

High correlation Missing

Distinct	835757
Distinct (%)	98.6%
Missing	1336991
Missing (%)	61.2%
Infinite	0
Infinite (%)	0.0%
Mean	242.74738

Minimum	15.104869
Maximum	7041.2418
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	15.104869
5-th percentile	63.890807
Q1	120.38564
median	157.03273
Q3	256.94404
95-th percentile	779.83258
Maximum	7041.2418
Range	7026.1369
Interquartile range (IQR)	136.5584

Descriptive statistics

Standard deviation	251.95396
Coefficient of variation (CV)	1.0379266
Kurtosis	34.041048
Mean	242.74738
Median Absolute Deviation (MAD)	52.517035
Skewness	4.1872632
Sum	2.0572501 × 10⁸
Variance	63480.796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
123.0275244	30	< 0.1%
128.61641	16	< 0.1%
122.9832602	16	< 0.1%
130.687505	14	< 0.1%
125.9135492	13	< 0.1%
129.6392673	12	< 0.1%
123.1238313	12	< 0.1%
121.6816748	12	< 0.1%
132.5619253	12	< 0.1%
121.30386	11	< 0.1%
Other values (835747)	847338	38.8%
(Missing)	1336991	61.2%

Value	Count	Frequency (%)
15.10486928	1	< 0.1%
15.99445833	1	< 0.1%
16.00989476	1	< 0.1%
16.07854491	1	< 0.1%
16.1860722	1	< 0.1%
16.49039049	1	< 0.1%
16.50282757	1	< 0.1%
16.6312625	1	< 0.1%
16.92759788	1	< 0.1%
17.77439376	1	< 0.1%

Value	Count	Frequency (%)
7041.241807	1	< 0.1%
6926.922217	1	< 0.1%
6697.470461	1	< 0.1%
6663.00074	1	< 0.1%
6579.164928	1	< 0.1%
6405.997101	1	< 0.1%
6349.501699	1	< 0.1%
6029.519794	1	< 0.1%
6002.525304	1	< 0.1%
6000.044633	1	< 0.1%

teff_flag1
Real number (ℝ)

High correlation Missing

Distinct	844800
Distinct (%)	99.7%
Missing	1336991
Missing (%)	61.2%
Infinite	0
Infinite (%)	0.0%
Mean	4353.5961

Minimum	3347.9377
Maximum	21703.297
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	3347.9377
5-th percentile	3663.2122
Q1	3831.4512
median	4161.9243
Q3	4639.2472
95-th percentile	5663.6424
Maximum	21703.297
Range	18355.359
Interquartile range (IQR)	807.79595

Descriptive statistics

Standard deviation	780.95113
Coefficient of variation (CV)	0.1793807
Kurtosis	15.805848
Mean	4353.5961
Median Absolute Deviation (MAD)	375.86254
Skewness	2.9251738
Sum	3.6896118 × 10⁹
Variance	609884.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3685.274845	7	< 0.1%
3687.604374	5	< 0.1%
3676.855473	5	< 0.1%
3666.744339	4	< 0.1%
3676.981577	4	< 0.1%
3685.432585	4	< 0.1%
3688.281554	4	< 0.1%
3680.934451	4	< 0.1%
3680.961061	4	< 0.1%
3685.860667	4	< 0.1%
Other values (844790)	847441	38.8%
(Missing)	1336991	61.2%

Value	Count	Frequency (%)
3347.937742	1	< 0.1%
3348.48389	1	< 0.1%
3349.235969	1	< 0.1%
3349.959748	1	< 0.1%
3351.503556	1	< 0.1%
3351.824187	1	< 0.1%
3351.972295	1	< 0.1%
3352.584028	1	< 0.1%
3352.931168	1	< 0.1%
3352.994896	1	< 0.1%

Value	Count	Frequency (%)
21703.29683	1	< 0.1%
21506.02838	1	< 0.1%
21426.68956	1	< 0.1%
20862.82195	1	< 0.1%
20803.75645	1	< 0.1%
20792.66349	1	< 0.1%
20746.43797	1	< 0.1%
20340.30306	1	< 0.1%
19794.04115	1	< 0.1%
19198.24975	1	< 0.1%

teff_flag1_uncertainty
Real number (ℝ)

High correlation Missing

Distinct	844800
Distinct (%)	99.7%
Missing	1336991
Missing (%)	61.2%
Infinite	0
Infinite (%)	0.0%
Mean	174.87014

Minimum	16.036758
Maximum	5154.3781
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	16.036758
5-th percentile	61.173585
Q1	107.08062
median	142.42143
Q3	205.37297
95-th percentile	363.85873
Maximum	5154.3781
Range	5138.3413
Interquartile range (IQR)	98.292352

Descriptive statistics

Standard deviation	131.47466
Coefficient of variation (CV)	0.75184168
Kurtosis	44.748775
Mean	174.87014
Median Absolute Deviation (MAD)	45.801832
Skewness	4.7052651
Sum	1.4819999 × 10⁸
Variance	17285.586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180.434046	7	< 0.1%
182.0896796	5	< 0.1%
198.2789463	5	< 0.1%
208.3536295	4	< 0.1%
192.5890912	4	< 0.1%
197.1754615	4	< 0.1%
182.2680151	4	< 0.1%
203.4988059	4	< 0.1%
191.4711061	4	< 0.1%
193.4808392	4	< 0.1%
Other values (844790)	847441	38.8%
(Missing)	1336991	61.2%

Value	Count	Frequency (%)
16.03675771	1	< 0.1%
16.23921785	1	< 0.1%
16.55658032	1	< 0.1%
16.93639715	1	< 0.1%
16.97824556	1	< 0.1%
17.07805292	1	< 0.1%
17.19160562	1	< 0.1%
17.20252781	1	< 0.1%
17.3004401	1	< 0.1%
17.31064084	1	< 0.1%

Value	Count	Frequency (%)
5154.378106	1	< 0.1%
5023.989515	1	< 0.1%
5003.767255	1	< 0.1%
4932.991656	1	< 0.1%
4893.064458	1	< 0.1%
3915.351894	1	< 0.1%
3593.04943	1	< 0.1%
3462.894615	1	< 0.1%
3330.024408	1	< 0.1%
3259.552654	1	< 0.1%

teff_propagated
Real number (ℝ)

High correlation Missing

Distinct	823027
Distinct (%)	90.6%
Missing	1276166
Missing (%)	58.4%
Infinite	0
Infinite (%)	0.0%
Mean	4847.0176

Minimum	3496.3672
Maximum	31364.074
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	3496.3672
5-th percentile	3671.739
Q1	3882.1796
median	4285.0296
Q3	5008.3129
95-th percentile	9031.8383
Maximum	31364.074
Range	27867.707
Interquartile range (IQR)	1126.1333

Descriptive statistics

Standard deviation	1526.3588
Coefficient of variation (CV)	0.3149068
Kurtosis	5.8228747
Mean	4847.0176
Median Absolute Deviation (MAD)	476.60573
Skewness	2.1223396
Sum	4.4025994 × 10⁹
Variance	2329771.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9031.83833	36295	1.7%
9020.909739	1641	0.1%
9023.226554	1558	0.1%
8996.091255	1112	0.1%
9000.278513	799	< 0.1%
8994.872687	731	< 0.1%
9099.361643	573	< 0.1%
9142.06415	543	< 0.1%
9018.398098	528	< 0.1%
9038.991934	452	< 0.1%
Other values (823017)	864079	39.6%
(Missing)	1276166	58.4%

Value	Count	Frequency (%)
3496.367246	1	< 0.1%
3502.544971	1	< 0.1%
3505.735832	1	< 0.1%
3506.222277	1	< 0.1%
3507.254348	1	< 0.1%
3508.244839	1	< 0.1%
3509.536934	1	< 0.1%
3513.144691	1	< 0.1%
3513.541515	1	< 0.1%
3514.408185	1	< 0.1%

Value	Count	Frequency (%)
31364.074	1	< 0.1%
31350.72354	1	< 0.1%
30715.74792	1	< 0.1%
29625.01825	1	< 0.1%
29193.03868	1	< 0.1%
29033.00375	1	< 0.1%
28952.78034	1	< 0.1%
28927.37308	1	< 0.1%
28890.3542	1	< 0.1%
28636.83959	1	< 0.1%

teff_propagated_uncertainty
Real number (ℝ)

High correlation Missing

Distinct	823028
Distinct (%)	90.6%
Missing	1276166
Missing (%)	58.4%
Infinite	0
Infinite (%)	0.0%
Mean	523.39051

Minimum	23.016472
Maximum	9777.9174
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	23.016472
5-th percentile	108.91034
Q1	172.08118
median	276.99691
Q3	453.42552
95-th percentile	2645.1781
Maximum	9777.9174
Range	9754.9009
Interquartile range (IQR)	281.34434

Descriptive statistics

Standard deviation	692.69049
Coefficient of variation (CV)	1.3234678
Kurtosis	7.7316045
Mean	523.39051
Median Absolute Deviation (MAD)	117.63782
Skewness	2.7629078
Sum	4.7540136 × 10⁸
Variance	479820.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2645.178132	36295	1.7%
2662.587753	1641	0.1%
2662.024909	1558	0.1%
2672.71341	1112	0.1%
2672.594905	799	< 0.1%
2672.895409	731	< 0.1%
2661.842572	573	< 0.1%
2615.124291	543	< 0.1%
2662.749057	528	< 0.1%
2574.467688	452	< 0.1%
Other values (823018)	864079	39.6%
(Missing)	1276166	58.4%

Value	Count	Frequency (%)
23.0164715	1	< 0.1%
25.20661311	1	< 0.1%
26.29050182	1	< 0.1%
26.41955877	1	< 0.1%
28.14644894	1	< 0.1%
28.90893312	1	< 0.1%
28.96946942	1	< 0.1%
29.34216282	1	< 0.1%
29.40401673	1	< 0.1%
29.50875588	1	< 0.1%

Value	Count	Frequency (%)
9777.917397	1	< 0.1%
9417.300916	1	< 0.1%
9103.216652	1	< 0.1%
9041.763033	1	< 0.1%
8684.199788	1	< 0.1%
8613.078497	1	< 0.1%
8194.063531	1	< 0.1%
8163.713836	1	< 0.1%
8105.328291	1	< 0.1%
7965.784384	1	< 0.1%

teff_best
Real number (ℝ)

High correlation Missing

Distinct	840183
Distinct (%)	92.5%
Missing	1276166
Missing (%)	58.4%
Infinite	0
Infinite (%)	0.0%
Mean	4671.4322

Minimum	3347.9377
Maximum	31125.298
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	3347.9377
5-th percentile	3669.3194
Q1	3834.8336
median	4207.9413
Q3	4764.9154
95-th percentile	9031.8383
Maximum	31125.298
Range	27777.36
Interquartile range (IQR)	930.0818

Descriptive statistics

Standard deviation	1423.6983
Coefficient of variation (CV)	0.30476699
Kurtosis	6.2856509
Mean	4671.4322
Median Absolute Deviation (MAD)	428.81242
Skewness	2.4327326
Sum	4.2431133 × 10⁹
Variance	2026917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9031.83833	36295	1.7%
9020.909739	1641	0.1%
9023.226554	1558	0.1%
8996.091255	1112	0.1%
9000.278513	799	< 0.1%
8994.872687	731	< 0.1%
9099.361643	573	< 0.1%
9142.06415	543	< 0.1%
9018.398098	528	< 0.1%
9038.991934	452	< 0.1%
Other values (840173)	864079	39.6%
(Missing)	1276166	58.4%

Value	Count	Frequency (%)
3347.937742	1	< 0.1%
3348.48389	1	< 0.1%
3349.235969	1	< 0.1%
3349.959748	1	< 0.1%
3351.503556	1	< 0.1%
3351.824187	1	< 0.1%
3351.972295	1	< 0.1%
3352.584028	1	< 0.1%
3352.931168	1	< 0.1%
3352.994896	1	< 0.1%

Value	Count	Frequency (%)
31125.29766	1	< 0.1%
31120.19151	1	< 0.1%
31093.73677	1	< 0.1%
31044.42578	1	< 0.1%
30901.07809	1	< 0.1%
29471.96222	1	< 0.1%
29320.70017	1	< 0.1%
28331.5718	1	< 0.1%
28281.32277	1	< 0.1%
26585.84441	1	< 0.1%

teff_best_uncertainty
Real number (ℝ)

High correlation Missing

Distinct	840183
Distinct (%)	92.5%
Missing	1276166
Missing (%)	58.4%
Infinite	0
Infinite (%)	0.0%
Mean	337.07285

Minimum	13.03874
Maximum	5233.0474
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.7 MiB

Quantile statistics

Minimum	13.03874
5-th percentile	52.988932
Q1	103.31563
median	138.1932
Q3	210.92244
95-th percentile	2645.1781
Maximum	5233.0474
Range	5220.0086
Interquartile range (IQR)	107.60681

Descriptive statistics

Standard deviation	665.10958
Coefficient of variation (CV)	1.9731924
Kurtosis	10.873754
Mean	337.07285
Median Absolute Deviation (MAD)	49.149883
Skewness	3.4512583
Sum	3.0616698 × 10⁸
Variance	442370.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2645.178132	36295	1.7%
2662.587753	1641	0.1%
2662.024909	1558	0.1%
2672.71341	1112	0.1%
2672.594905	799	< 0.1%
2672.895409	731	< 0.1%
2661.842572	573	< 0.1%
2615.124291	543	< 0.1%
2662.749057	528	< 0.1%
2574.467688	452	< 0.1%
Other values (840173)	864079	39.6%
(Missing)	1276166	58.4%

Value	Count	Frequency (%)
13.03873983	1	< 0.1%
13.50742597	1	< 0.1%
13.87484321	1	< 0.1%
14.37227226	1	< 0.1%
14.8997843	1	< 0.1%
15.10486928	1	< 0.1%
15.27795595	1	< 0.1%
15.36698096	1	< 0.1%
15.40624922	1	< 0.1%
15.99445833	1	< 0.1%

Value	Count	Frequency (%)
5233.047381	1	< 0.1%
5161.122179	1	< 0.1%
5154.378106	1	< 0.1%
5054.89462	1	< 0.1%
5027.040876	4	< 0.1%
5023.989515	1	< 0.1%
4932.991656	1	< 0.1%
4915.318846	1	< 0.1%
4792.588071	1	< 0.1%
4766.535805	1	< 0.1%

	source_id	teff_best	teff_best_uncertainty	teff_clustering	teff_clustering_uncertainty	teff_flag1	teff_flag1_uncertainty	teff_gaia_original	teff_log	teff_log_uncertainty	teff_propagated	teff_propagated_uncertainty
source_id	1.000	-0.051	-0.037	-0.033	-0.022	-0.028	-0.007	-0.017	-0.030	-0.040	-0.053	-0.068
teff_best	-0.051	1.000	0.354	0.957	0.438	0.997	0.177	NaN	0.966	0.446	0.968	0.342
teff_best_uncertainty	-0.037	0.354	1.000	0.275	0.791	0.206	0.968	NaN	0.247	0.822	0.400	0.696
teff_clustering	-0.033	0.957	0.275	1.000	0.543	0.954	0.235	NaN	0.992	0.548	0.989	0.312
teff_clustering_uncertainty	-0.022	0.438	0.791	0.543	1.000	0.437	0.749	NaN	0.506	0.897	0.509	0.672
teff_flag1	-0.028	0.997	0.206	0.954	0.437	1.000	0.183	NaN	0.962	0.444	0.959	0.189
teff_flag1_uncertainty	-0.007	0.177	0.968	0.235	0.749	0.183	1.000	NaN	0.209	0.758	0.225	0.579
teff_gaia_original	-0.017	NaN	NaN	NaN	NaN	NaN	NaN	1.000	NaN	NaN	NaN	NaN
teff_log	-0.030	0.966	0.247	0.992	0.506	0.962	0.209	NaN	1.000	0.523	0.994	0.282
teff_log_uncertainty	-0.040	0.446	0.822	0.548	0.897	0.444	0.758	NaN	0.523	1.000	0.536	0.802
teff_propagated	-0.053	0.968	0.400	0.989	0.509	0.959	0.225	NaN	0.994	0.536	1.000	0.444
teff_propagated_uncertainty	-0.068	0.342	0.696	0.312	0.672	0.189	0.579	NaN	0.282	0.802	0.444	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	source_id	teff_gaia_original	teff_clustering	teff_clustering_uncertainty	teff_log	teff_log_uncertainty	teff_flag1	teff_flag1_uncertainty	teff_propagated	teff_propagated_uncertainty	teff_best	teff_best_uncertainty
0	46626164993792	<NA>	4342.719202	344.737691	4333.702422	107.170891	4340.928164	105.501167	4353.590507	147.340373	4340.928164	105.501167
1	104487964717440	3621.25293	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	138577120584320	6317.194336	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	160219460292352	4596.814453	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	203551385701760	4162.13916	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	278760557996032	6881.932129	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	544743587681792	7291.723145	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	608515262200832	6964.344727	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	732656996930048	5012.145508	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	1007152651082368	<NA>	5226.475786	649.936017	5392.101984	275.341646	5463.538408	245.918866	5334.858165	303.839007	5463.538408	245.918866

	source_id	teff_gaia_original	teff_clustering	teff_clustering_uncertainty	teff_log	teff_log_uncertainty	teff_flag1	teff_flag1_uncertainty	teff_propagated	teff_propagated_uncertainty	teff_best	teff_best_uncertainty
2184467	6917365853245259904	5447.230957	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184468	6917371595616433408	4794.927734	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184469	6917373000069505664	4598.081543	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184470	6917461927367885312	5674.800293	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184471	6917469516575512704	5939.567871	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184472	6917470723460893824	5243.59668	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184473	6917501093175439872	5206.659668	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2184474	6917522774170505472	<NA>	4435.883387	104.139510	4442.809791	118.255438	4456.693043	91.242767	4423.716058	134.215756	4456.693043	91.242767
2184475	6917527794986540928	<NA>	6878.951604	943.331272	6631.840086	543.318374	6148.968925	155.977559	6869.631907	1313.778361	6148.968925	155.977559
2184476	6917527893770190080	5976.354004	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample